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61
Hate Speech Detection in Saudi Twittersphere: A Deep Learning Ap-proach ...
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62
Best Paper Awards and Closing ...
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63
Exploring Question-Specific Rewards for Generating Deep Questions ...
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64
Human Towers Social Event ...
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65
Task-Aware Representation of Sentences for Generic Text Classification ...
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66
Subjecthood and annotation: The cases of French and Wolof ...
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67
An Analysis of Dataset Overlap on Winograd-Style Tasks ...
Abstract: The Winograd Schema Challenge (WSC) and variants inspired by it have become important benchmarks for common-sense reasoning (CSR). Model performance on the WSC has quickly progressed from chance-level to near-human using neural language models trained on massive corpora. In this paper, we analyze the effects of varying degrees of overlap between these training corpora and the test instances in WSC-style tasks. We find that a large number of test instances overlap considerably with the corpora on which state-of-the-art models are (pre)trained, and that a significant drop in classification accuracy occurs when we evaluate models on instances with minimal overlap. Based on these results, we develop the KNOWREF-60K dataset, which consists of over 60k pronoun disambiguation problems scraped from web data. KNOWREF-60K is the largest corpus to date for WSC-style common-sense reasoning and exhibits a significantly lower proportion of overlaps with current pretraining corpora. ...
Keyword: Computer and Information Science; Natural Language Processing; Neural Network
URL: https://underline.io/lecture/6166-an-analysis-of-dataset-overlap-on-winograd-style-tasks
https://dx.doi.org/10.48448/tpe7-4w79
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68
Enhanced Labelling in Active Learning for Coreference Resolution ...
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69
Automatic Interlinear Glossing for Under-Resourced Languages Leveraging Translations ...
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70
Interactive Key-Value Memory-augmented Attention for Image Paragraph Captioning ...
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71
Bridging Resolution: A Survey of the State of the Art ...
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72
Optimizing Transformer for Low-Resource Neural Machine Translation ...
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73
Towards Accurate and Consistent Evaluation: A Dataset for Distantly-Supervised Relation Extraction ...
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74
A Comprehensive Evaluation of Incremental Speech Recognition and Diarization for Conversational AI ...
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75
Emotion Stimulus Detection in English -- Token Sequence Labeling vs. Clause Classification ...
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76
Epistolary Education in 21st Century: A System to Support Composition of E-mails by Students to Superiors in Japanese ...
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77
Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation ...
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78
FNP-FNS-41 - Daniel@FinTOC’2 Shared Task: Title Detection and Structure Extraction ...
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79
The computational linguistics of conversation modeling ...
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80
International Workshop on Semantic Evaluation (SemEval) ...
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